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main.py
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30 lines (21 loc) · 837 Bytes
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from fastapi import FastAPI, UploadFile, HTTPException
from fastapi.responses import FileResponse
import pandas as pd
from classify import classify_log
import uvicorn
app= FastAPI()
@app.post("/classify")
def classify(file: UploadFile):
df = pd.read_csv(file.file)
required_cols = {"source", "log_message"}
if not required_cols.issubset(df.columns):
missing = required_cols - set(df.columns)
raise HTTPException(status_code=400, detail=f"Missing columns: {missing}")
# Perform classification
df["target_label"] = classify_log(list(zip(df["source"], df["log_message"])))
# Save the modified file
output_file = "test/test_results.csv"
df.to_csv(output_file, index=False)
return FileResponse(output_file)
if __name__== "__main__":
uvicorn.run(app, host="0.0.0.0", port=8000)